#autonomous-research

2 articles

01 ·Agents·★ MEMBER·PAPER·12 min read Paper Explained: Repo-To-Skill — Distilling GitHub Repositories Into Skills an AI Can Use A third layer that is neither the model nor the harness: operational knowledge, distilled from 1,000 GitHub repositories into 5,353 verified skills. What DisCo and the AREX-Skill Library actually do, what 31.11%→72.89% on MLE-bench is made of, and where the skills failed. 02 ·Agents·★ MEMBER·PAPER·11 min read Paper Walkthrough: OmniScientist — An AI Scientist That Actually Looks at the Raw Data Automating every step of the research workflow doesn't help much if the only thing the agent ever sees is somebody else's summary table. OmniScientist puts raw waveforms, images and 3-D point clouds in front of the agent for the whole research lifecycle and enforces the gates in Python — walked through from the paper itself, up to the 21.7% finding buried in a seismic benchmark.